{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "899139c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import optimize as op\n",
    "from math import *\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import MultipleLocator\n",
    "from pandas.plotting import scatter_matrix\n",
    "# Change the default setting of matplotlib\n",
    "#plt.rc_context({'axes.edgecolor':'white', 'xtick.color':'white', 'ytick.color':'white', 'figure.facecolor':'orange'}) \n",
    "plt.style.use(['seaborn-v0_8-notebook'])  # 'ieee' or 'notebook'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "34f08e39",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data shape: (2149, 30)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Z</th>\n",
       "      <th>N</th>\n",
       "      <th>A</th>\n",
       "      <th>Z_shell1</th>\n",
       "      <th>Z_shell2</th>\n",
       "      <th>Z_shell3</th>\n",
       "      <th>Z_shell4</th>\n",
       "      <th>Z_shell5</th>\n",
       "      <th>Z_shell6</th>\n",
       "      <th>Z_shell7</th>\n",
       "      <th>...</th>\n",
       "      <th>N-Z</th>\n",
       "      <th>A^(2/3)</th>\n",
       "      <th>A^(-1/3)</th>\n",
       "      <th>magic_Z</th>\n",
       "      <th>magic_N</th>\n",
       "      <th>pair_energy</th>\n",
       "      <th>Mexp</th>\n",
       "      <th>sig_exp</th>\n",
       "      <th>binding_energy</th>\n",
       "      <th>BE/A</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6.350</td>\n",
       "      <td>0.397</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-4.74</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-127.623720</td>\n",
       "      <td>-7.976483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6.611</td>\n",
       "      <td>0.389</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-131.765151</td>\n",
       "      <td>-7.750891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6.870</td>\n",
       "      <td>0.380</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.78</td>\n",
       "      <td>0.001</td>\n",
       "      <td>-139.806582</td>\n",
       "      <td>-7.767032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>7.120</td>\n",
       "      <td>0.370</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.34</td>\n",
       "      <td>0.003</td>\n",
       "      <td>-143.758013</td>\n",
       "      <td>-7.566211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7.368</td>\n",
       "      <td>0.368</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.001</td>\n",
       "      <td>-151.369444</td>\n",
       "      <td>-7.568472</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Z   N   A  Z_shell1  Z_shell2  Z_shell3  Z_shell4  Z_shell5  Z_shell6  \\\n",
       "0  8   8  16         2         6         0         0         0         0   \n",
       "1  8   9  17         2         6         0         0         0         0   \n",
       "2  8  10  18         2         6         0         0         0         0   \n",
       "3  8  11  19         2         6         0         0         0         0   \n",
       "4  8  12  20         2         6         0         0         0         0   \n",
       "\n",
       "   Z_shell7  ...  N-Z  A^(2/3)  A^(-1/3)  magic_Z  magic_N  pair_energy  Mexp  \\\n",
       "0         0  ...    0    6.350     0.397        1        1            1 -4.74   \n",
       "1         0  ...    1    6.611     0.389        1        0            0 -0.81   \n",
       "2         0  ...    2    6.870     0.380        1        0            1 -0.78   \n",
       "3         0  ...    3    7.120     0.370        1        0            0  3.34   \n",
       "4         0  ...    4    7.368     0.368        1        0            1  3.80   \n",
       "\n",
       "   sig_exp  binding_energy      BE/A  \n",
       "0    0.000     -127.623720 -7.976483  \n",
       "1    0.000     -131.765151 -7.750891  \n",
       "2    0.001     -139.806582 -7.767032  \n",
       "3    0.003     -143.758013 -7.566211  \n",
       "4    0.001     -151.369444 -7.568472  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"binding_energy_data.csv\", index_col=None)\n",
    "print(f\"Data shape: {data.shape}\")\n",
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "6e3a4772",
   "metadata": {},
   "outputs": [],
   "source": [
    "def binding_energy_BWM(X, Av, As, Ac, Aa, Ap):\n",
    "    ''' Nuclear Energy: An introduction to the concepts, Systems, and \n",
    "    Applications of Nuclear Processes (7th Edition)\n",
    "    Bethe-Weizsac model\n",
    "    \n",
    "    Args:\n",
    "         Z (int): num of protons\n",
    "         N (int): num of neutrons\n",
    "         MH: mass excess of a single proton in MeV\n",
    "         MN: mass excess of a single neutron in MeV\n",
    "    Returns:\n",
    "         the binding energy (Mass - A*U)(MeV) (negative) of a nucleus with\n",
    "         Z protons and N neutrons\n",
    "    '''\n",
    "    MH = 7.289034\n",
    "    MN = 8.071431\n",
    "    Z, N = X\n",
    "    \n",
    "    A = Z + N\n",
    "\n",
    "    \n",
    "    BE = (Av * A                                          # volume energy\n",
    "         - As * ( A ** (2/3))                             # surface energy\n",
    "         - Ac * Z * Z / (A**(1/3))                        # coloumb energy\n",
    "         - Aa * ((A - 2*Z)**2)/A                          # asymmetry energy\n",
    "         + Ap / (A**0.5) * ( (-1)**Z + (-1)**N )/2)       # pair energy\n",
    "    \n",
    "    return - BE + Z*MH + N*MN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "ec3dadd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def binding_energy_BWM_old(Z, N):\n",
    "    ''' Nuclear Energy: An introduction to the concepts, Systems, and \n",
    "    Applications of Nuclear Processes (7th Edition)\n",
    "    Bethe-Weizsac model\n",
    "    \n",
    "    Args:\n",
    "         Z (int): num of protons\n",
    "         N (int): num of neutrons\n",
    "    Returns:\n",
    "         the binding energy (Mass - A*U)(MeV) (negative) of a nucleus with\n",
    "         Z protons and N neutrons\n",
    "    '''\n",
    "    MH = 7.289034\n",
    "    MN = 8.071431\n",
    "    A = Z + N\n",
    "    Av = 15.56\n",
    "    As = 17.23\n",
    "    Ac = 0.697\n",
    "    Aa = 23.285\n",
    "    Ap = 12\n",
    "    \n",
    "    BE = (Av * A                                          # volume energy\n",
    "         - As * ( A ** (2/3))                             # surface energy\n",
    "         - Ac * Z * Z / (A**(1/3))                        # coloumb energy\n",
    "         - Aa * ((A - 2*Z)**2)/A                          # asymmetry energy\n",
    "         + Ap / (A**0.5) * ( (-1)**Z + (-1)**N )/2)       # pair energy\n",
    "    \n",
    "    return - BE + Z*MH + N*MN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "b25c21bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2149,)"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z_arr = data[\"Z\"].values\n",
    "N_arr = data[\"N\"].values\n",
    "Z_arr = Z_arr\n",
    "N_arr = N_arr\n",
    "N_arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "b3303ddb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# X_train = (Z_arr, N_arr)\n",
    "Y_train = data[\"Mexp\"].values\n",
    "# Y_train = Y_train\n",
    "\n",
    "Y_train = Y_train\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "f08e7a7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([15.6372435 , 17.28182986,  0.70876811, 23.18987357, 12.83833757])"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a1,a2 = op.curve_fit(binding_energy_BWM, (Z_arr,N_arr), Y_train)\n",
    "a1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "ea404232",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"NBWM\"] = binding_energy_BWM((Z_arr,N_arr), *a1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "fab6bad8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Z', ylabel='N'>"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"BWM_old\"] = binding_energy_BWM_old(Z_arr,N_arr)\n",
    "data[\"res_old\"] = data[\"Mexp\"] - data[\"BWM_old\"]\n",
    "data.plot(kind = \"scatter\", x = \"Z\", y = \"N\", figsize=(8,6), c = \"res_old\",\n",
    "          s = 10, cmap = plt.get_cmap(\"plasma\"), colorbar = True, sharex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "88aff504",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Z', ylabel='N'>"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"res\"] = data[\"Mexp\"] - data[\"NBEM\"]\n",
    "data.plot(kind = \"scatter\", x = \"Z\", y = \"N\", figsize=(8,6), c = \"res\",\n",
    "          s = 10, cmap = plt.get_cmap(\"plasma\"), colorbar = True, sharex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "52f18152",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Z', ylabel='N'>"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"err_on\"] = data[\"NBEM\"] - data[\"BWM_old\"]\n",
    "data.plot(kind = \"scatter\", x = \"Z\", y = \"N\", figsize=(8,6), c = \"err_on\",\n",
    "          s = 10, cmap = plt.get_cmap(\"plasma\"), colorbar = True, sharex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07ff20b9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
